Dataset statistics
| Number of variables | 37 |
|---|---|
| Number of observations | 4424 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.2 MiB |
| Average record size in memory | 296.0 B |
Variable types
| Numeric | 28 |
|---|---|
| Categorical | 9 |
Application mode is highly overall correlated with Age at enrollment | High correlation |
Course is highly overall correlated with Daytime/evening attendance | High correlation |
Previous qualification (grade) is highly overall correlated with Admission grade | High correlation |
Nacionality is highly overall correlated with International | High correlation |
Admission grade is highly overall correlated with Previous qualification (grade) | High correlation |
Age at enrollment is highly overall correlated with Application mode | High correlation |
Curricular units 1st sem (credited) is highly overall correlated with Curricular units 2nd sem (credited) | High correlation |
Curricular units 1st sem (enrolled) is highly overall correlated with Curricular units 1st sem (approved) and 2 other fields | High correlation |
Curricular units 1st sem (evaluations) is highly overall correlated with Curricular units 2nd sem (evaluations) | High correlation |
Curricular units 1st sem (approved) is highly overall correlated with Curricular units 1st sem (enrolled) and 4 other fields | High correlation |
Curricular units 1st sem (grade) is highly overall correlated with Curricular units 1st sem (approved) and 2 other fields | High correlation |
Curricular units 2nd sem (credited) is highly overall correlated with Curricular units 1st sem (credited) | High correlation |
Curricular units 2nd sem (enrolled) is highly overall correlated with Curricular units 1st sem (enrolled) and 2 other fields | High correlation |
Curricular units 2nd sem (evaluations) is highly overall correlated with Curricular units 1st sem (evaluations) | High correlation |
Curricular units 2nd sem (approved) is highly overall correlated with Curricular units 1st sem (enrolled) and 5 other fields | High correlation |
Curricular units 2nd sem (grade) is highly overall correlated with Curricular units 1st sem (approved) and 2 other fields | High correlation |
Daytime/evening attendance is highly overall correlated with Course | High correlation |
International is highly overall correlated with Nacionality | High correlation |
Target is highly overall correlated with Curricular units 2nd sem (approved) | High correlation |
Daytime/evening attendance is highly imbalanced (50.3%) | Imbalance |
Educational special needs is highly imbalanced (90.9%) | Imbalance |
International is highly imbalanced (83.2%) | Imbalance |
Mother's occupation has 144 (3.3%) zeros | Zeros |
Father's occupation has 128 (2.9%) zeros | Zeros |
Curricular units 1st sem (credited) has 3847 (87.0%) zeros | Zeros |
Curricular units 1st sem (enrolled) has 180 (4.1%) zeros | Zeros |
Curricular units 1st sem (evaluations) has 349 (7.9%) zeros | Zeros |
Curricular units 1st sem (approved) has 718 (16.2%) zeros | Zeros |
Curricular units 1st sem (grade) has 718 (16.2%) zeros | Zeros |
Curricular units 1st sem (without evaluations) has 4130 (93.4%) zeros | Zeros |
Curricular units 2nd sem (credited) has 3894 (88.0%) zeros | Zeros |
Curricular units 2nd sem (enrolled) has 180 (4.1%) zeros | Zeros |
Curricular units 2nd sem (evaluations) has 401 (9.1%) zeros | Zeros |
Curricular units 2nd sem (approved) has 870 (19.7%) zeros | Zeros |
Curricular units 2nd sem (grade) has 870 (19.7%) zeros | Zeros |
Curricular units 2nd sem (without evaluations) has 4142 (93.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-04 14:30:37.399938 |
|---|---|
| Analysis finished | 2023-11-04 14:31:56.579687 |
| Duration | 1 minute and 19.18 seconds |
| Software version | ydata-profiling vv4.6.1 |
| Download configuration | config.json |
Marital Status
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1785714 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.60574695 |
|---|---|
| Coefficient of variation (CV) | 0.51396711 |
| Kurtosis | 21.482639 |
| Mean | 1.1785714 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.3997643 |
| Sum | 5214 |
| Variance | 0.36692936 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 1 | 3919 | |
| 2 | 379 | 8.6% |
| 4 | 91 | 2.1% |
| 5 | 25 | 0.6% |
| 6 | 6 | 0.1% |
| 3 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 3919 | |
| 2 | 379 | 8.6% |
| 3 | 4 | 0.1% |
| 4 | 91 | 2.1% |
| 5 | 25 | 0.6% |
| 6 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 6 | 0.1% |
| 5 | 25 | 0.6% |
| 4 | 91 | 2.1% |
| 3 | 4 | 0.1% |
| 2 | 379 | 8.6% |
| 1 | 3919 |
Application mode
Real number (ℝ)
HIGH CORRELATION
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.669078 |
| Minimum | 1 |
|---|---|
| Maximum | 57 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 17 |
| Q3 | 39 |
| 95-th percentile | 44 |
| Maximum | 57 |
| Range | 56 |
| Interquartile range (IQR) | 38 |
Descriptive statistics
| Standard deviation | 17.484682 |
|---|---|
| Coefficient of variation (CV) | 0.93655844 |
| Kurtosis | -1.4538061 |
| Mean | 18.669078 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.39303572 |
| Sum | 82592 |
| Variance | 305.71411 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 1 | 1708 | |
| 17 | 872 | |
| 39 | 785 | |
| 43 | 312 | 7.1% |
| 44 | 213 | 4.8% |
| 7 | 139 | 3.1% |
| 18 | 124 | 2.8% |
| 42 | 77 | 1.7% |
| 51 | 59 | 1.3% |
| 16 | 38 | 0.9% |
| Other values (8) | 97 | 2.2% |
| Value | Count | Frequency (%) |
| 1 | 1708 | |
| 2 | 3 | 0.1% |
| 5 | 16 | 0.4% |
| 7 | 139 | 3.1% |
| 10 | 10 | 0.2% |
| 15 | 30 | 0.7% |
| 16 | 38 | 0.9% |
| 17 | 872 | |
| 18 | 124 | 2.8% |
| 26 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 57 | 1 | < 0.1% |
| 53 | 35 | 0.8% |
| 51 | 59 | 1.3% |
| 44 | 213 | 4.8% |
| 43 | 312 | 7.1% |
| 42 | 77 | 1.7% |
| 39 | 785 | |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 18 | 124 | 2.8% |
Application order
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7278481 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3137931 |
|---|---|
| Coefficient of variation (CV) | 0.76036376 |
| Kurtosis | 2.6512887 |
| Mean | 1.7278481 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.88105 |
| Sum | 7644 |
| Variance | 1.7260523 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 1 | 3026 | |
| 2 | 547 | 12.4% |
| 3 | 309 | 7.0% |
| 4 | 249 | 5.6% |
| 5 | 154 | 3.5% |
| 6 | 137 | 3.1% |
| 9 | 1 | < 0.1% |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 3026 | |
| 2 | 547 | 12.4% |
| 3 | 309 | 7.0% |
| 4 | 249 | 5.6% |
| 5 | 154 | 3.5% |
| 6 | 137 | 3.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 6 | 137 | 3.1% |
| 5 | 154 | 3.5% |
| 4 | 249 | 5.6% |
| 3 | 309 | 7.0% |
| 2 | 547 | 12.4% |
| 1 | 3026 | |
| 0 | 1 | < 0.1% |
Course
Real number (ℝ)
HIGH CORRELATION
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8856.6426 |
| Minimum | 33 |
|---|---|
| Maximum | 9991 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 33 |
|---|---|
| 5-th percentile | 171 |
| Q1 | 9085 |
| median | 9238 |
| Q3 | 9556 |
| 95-th percentile | 9991 |
| Maximum | 9991 |
| Range | 9958 |
| Interquartile range (IQR) | 471 |
Descriptive statistics
| Standard deviation | 2063.5664 |
|---|---|
| Coefficient of variation (CV) | 0.23299646 |
| Kurtosis | 13.199149 |
| Mean | 8856.6426 |
| Median Absolute Deviation (MAD) | 262 |
| Skewness | -3.8091352 |
| Sum | 39181787 |
| Variance | 4258306.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 9500 | 766 | |
| 9147 | 380 | 8.6% |
| 9238 | 355 | 8.0% |
| 9085 | 337 | 7.6% |
| 9773 | 331 | 7.5% |
| 9670 | 268 | 6.1% |
| 9991 | 268 | 6.1% |
| 9254 | 252 | 5.7% |
| 9070 | 226 | 5.1% |
| 171 | 215 | 4.9% |
| Other values (7) | 1026 |
| Value | Count | Frequency (%) |
| 33 | 12 | 0.3% |
| 171 | 215 | |
| 8014 | 215 | |
| 9003 | 210 | |
| 9070 | 226 | |
| 9085 | 337 | |
| 9119 | 170 | |
| 9130 | 141 | 3.2% |
| 9147 | 380 | |
| 9238 | 355 |
| Value | Count | Frequency (%) |
| 9991 | 268 | 6.1% |
| 9853 | 192 | 4.3% |
| 9773 | 331 | |
| 9670 | 268 | 6.1% |
| 9556 | 86 | 1.9% |
| 9500 | 766 | |
| 9254 | 252 | 5.7% |
| 9238 | 355 | |
| 9147 | 380 | |
| 9130 | 141 | 3.2% |
Daytime/evening attendance
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4424 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3941 | |
| 0 | 483 | 10.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 3941 | |
| 0 | 483 | 10.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3941 | |
| 0 | 483 | 10.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4424 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 3941 | |
| 0 | 483 | 10.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4424 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 3941 | |
| 0 | 483 | 10.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4424 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 3941 | |
| 0 | 483 | 10.9% |
Previous qualification
Real number (ℝ)
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5777577 |
| Minimum | 1 |
|---|---|
| Maximum | 43 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 39 |
| Maximum | 43 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 10.216592 |
|---|---|
| Coefficient of variation (CV) | 2.2317897 |
| Kurtosis | 6.7781662 |
| Mean | 4.5777577 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.8712068 |
| Sum | 20252 |
| Variance | 104.37876 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 1 | 3717 | |
| 39 | 219 | 5.0% |
| 19 | 162 | 3.7% |
| 3 | 126 | 2.8% |
| 12 | 45 | 1.0% |
| 40 | 40 | 0.9% |
| 42 | 36 | 0.8% |
| 2 | 23 | 0.5% |
| 6 | 16 | 0.4% |
| 9 | 11 | 0.2% |
| Other values (7) | 29 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 3717 | |
| 2 | 23 | 0.5% |
| 3 | 126 | 2.8% |
| 4 | 8 | 0.2% |
| 5 | 1 | < 0.1% |
| 6 | 16 | 0.4% |
| 9 | 11 | 0.2% |
| 10 | 4 | 0.1% |
| 12 | 45 | 1.0% |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 43 | 6 | 0.1% |
| 42 | 36 | 0.8% |
| 40 | 40 | 0.9% |
| 39 | 219 | |
| 38 | 7 | 0.2% |
| 19 | 162 | |
| 15 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 12 | 45 | 1.0% |
| 10 | 4 | 0.1% |
Previous qualification (grade)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 101 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 132.61331 |
| Minimum | 95 |
|---|---|
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 95 |
|---|---|
| 5-th percentile | 110 |
| Q1 | 125 |
| median | 133.1 |
| Q3 | 140 |
| 95-th percentile | 157 |
| Maximum | 190 |
| Range | 95 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 13.188332 |
|---|---|
| Coefficient of variation (CV) | 0.09944953 |
| Kurtosis | 0.96825772 |
| Mean | 132.61331 |
| Median Absolute Deviation (MAD) | 7.1 |
| Skewness | 0.31286749 |
| Sum | 586681.3 |
| Variance | 173.93209 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 133.1 | 491 | 11.1% |
| 130 | 375 | 8.5% |
| 140 | 336 | 7.6% |
| 120 | 278 | 6.3% |
| 150 | 162 | 3.7% |
| 125 | 122 | 2.8% |
| 135 | 108 | 2.4% |
| 110 | 101 | 2.3% |
| 131 | 99 | 2.2% |
| 160 | 95 | 2.1% |
| Other values (91) | 2257 |
| Value | Count | Frequency (%) |
| 95 | 1 | < 0.1% |
| 96 | 2 | < 0.1% |
| 97 | 1 | < 0.1% |
| 99 | 2 | < 0.1% |
| 100 | 76 | |
| 101 | 6 | 0.1% |
| 102 | 5 | 0.1% |
| 103 | 3 | 0.1% |
| 105 | 4 | 0.1% |
| 106 | 10 | 0.2% |
| Value | Count | Frequency (%) |
| 190 | 2 | < 0.1% |
| 188 | 1 | < 0.1% |
| 184.4 | 1 | < 0.1% |
| 182 | 1 | < 0.1% |
| 180 | 9 | |
| 178 | 2 | < 0.1% |
| 177 | 2 | < 0.1% |
| 176 | 1 | < 0.1% |
| 175 | 1 | < 0.1% |
| 174 | 1 | < 0.1% |
Nacionality
Real number (ℝ)
HIGH CORRELATION
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8731917 |
| Minimum | 1 |
|---|---|
| Maximum | 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 109 |
| Range | 108 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 6.914514 |
|---|---|
| Coefficient of variation (CV) | 3.6913008 |
| Kurtosis | 135.14621 |
| Mean | 1.8731917 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.703998 |
| Sum | 8287 |
| Variance | 47.810504 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 1 | 4314 | |
| 41 | 38 | 0.9% |
| 26 | 14 | 0.3% |
| 22 | 13 | 0.3% |
| 6 | 13 | 0.3% |
| 24 | 5 | 0.1% |
| 100 | 3 | 0.1% |
| 11 | 3 | 0.1% |
| 103 | 3 | 0.1% |
| 21 | 2 | < 0.1% |
| Other values (11) | 16 | 0.4% |
| Value | Count | Frequency (%) |
| 1 | 4314 | |
| 2 | 2 | < 0.1% |
| 6 | 13 | 0.3% |
| 11 | 3 | 0.1% |
| 13 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 21 | 2 | < 0.1% |
| 22 | 13 | 0.3% |
| 24 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 109 | 1 | < 0.1% |
| 108 | 1 | < 0.1% |
| 105 | 2 | < 0.1% |
| 103 | 3 | 0.1% |
| 101 | 2 | < 0.1% |
| 100 | 3 | 0.1% |
| 62 | 2 | < 0.1% |
| 41 | 38 | |
| 32 | 1 | < 0.1% |
| 26 | 14 | 0.3% |
Mother's qualification
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.561935 |
| Minimum | 1 |
|---|---|
| Maximum | 44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 19 |
| Q3 | 37 |
| 95-th percentile | 38 |
| Maximum | 44 |
| Range | 43 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 15.603186 |
|---|---|
| Coefficient of variation (CV) | 0.79763001 |
| Kurtosis | -1.6922924 |
| Mean | 19.561935 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 0.0019784779 |
| Sum | 86542 |
| Variance | 243.45942 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 1 | 1069 | |
| 37 | 1009 | |
| 19 | 953 | |
| 38 | 562 | |
| 3 | 438 | |
| 34 | 130 | 2.9% |
| 2 | 83 | 1.9% |
| 4 | 49 | 1.1% |
| 12 | 42 | 0.9% |
| 5 | 21 | 0.5% |
| Other values (19) | 68 | 1.5% |
| Value | Count | Frequency (%) |
| 1 | 1069 | |
| 2 | 83 | 1.9% |
| 3 | 438 | |
| 4 | 49 | 1.1% |
| 5 | 21 | 0.5% |
| 6 | 4 | 0.1% |
| 9 | 8 | 0.2% |
| 10 | 3 | 0.1% |
| 11 | 3 | 0.1% |
| 12 | 42 | 0.9% |
| Value | Count | Frequency (%) |
| 44 | 1 | < 0.1% |
| 43 | 4 | 0.1% |
| 42 | 4 | 0.1% |
| 41 | 6 | 0.1% |
| 40 | 9 | 0.2% |
| 39 | 8 | 0.2% |
| 38 | 562 | |
| 37 | 1009 | |
| 36 | 3 | 0.1% |
| 35 | 3 | 0.1% |
Father's qualification
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.275316 |
| Minimum | 1 |
|---|---|
| Maximum | 44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 19 |
| Q3 | 37 |
| 95-th percentile | 38 |
| Maximum | 44 |
| Range | 43 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 15.343108 |
|---|---|
| Coefficient of variation (CV) | 0.68879416 |
| Kurtosis | -1.5805918 |
| Mean | 22.275316 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.29869722 |
| Sum | 98546 |
| Variance | 235.41096 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 37 | 1209 | |
| 19 | 968 | |
| 1 | 904 | |
| 38 | 702 | |
| 3 | 282 | 6.4% |
| 34 | 112 | 2.5% |
| 2 | 68 | 1.5% |
| 4 | 39 | 0.9% |
| 12 | 38 | 0.9% |
| 39 | 20 | 0.5% |
| Other values (24) | 82 | 1.9% |
| Value | Count | Frequency (%) |
| 1 | 904 | |
| 2 | 68 | 1.5% |
| 3 | 282 | 6.4% |
| 4 | 39 | 0.9% |
| 5 | 18 | 0.4% |
| 6 | 2 | < 0.1% |
| 9 | 5 | 0.1% |
| 10 | 2 | < 0.1% |
| 11 | 10 | 0.2% |
| 12 | 38 | 0.9% |
| Value | Count | Frequency (%) |
| 44 | 1 | < 0.1% |
| 43 | 2 | < 0.1% |
| 42 | 1 | < 0.1% |
| 41 | 2 | < 0.1% |
| 40 | 5 | 0.1% |
| 39 | 20 | 0.5% |
| 38 | 702 | |
| 37 | 1209 | |
| 36 | 8 | 0.2% |
| 35 | 2 | < 0.1% |
Mother's occupation
Real number (ℝ)
ZEROS
| Distinct | 32 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.960895 |
| Minimum | 0 |
|---|---|
| Maximum | 194 |
| Zeros | 144 |
| Zeros (%) | 3.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 194 |
| Range | 194 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 26.418253 |
|---|---|
| Coefficient of variation (CV) | 2.4102277 |
| Kurtosis | 29.226145 |
| Mean | 10.960895 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 5.3392271 |
| Sum | 48491 |
| Variance | 697.92409 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 9 | 1577 | |
| 4 | 817 | |
| 5 | 530 | 12.0% |
| 3 | 351 | 7.9% |
| 2 | 318 | 7.2% |
| 7 | 272 | 6.1% |
| 0 | 144 | 3.3% |
| 1 | 102 | 2.3% |
| 6 | 91 | 2.1% |
| 90 | 70 | 1.6% |
| Other values (22) | 152 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 144 | 3.3% |
| 1 | 102 | 2.3% |
| 2 | 318 | 7.2% |
| 3 | 351 | 7.9% |
| 4 | 817 | |
| 5 | 530 | 12.0% |
| 6 | 91 | 2.1% |
| 7 | 272 | 6.1% |
| 8 | 36 | 0.8% |
| 9 | 1577 |
| Value | Count | Frequency (%) |
| 194 | 11 | |
| 193 | 4 | 0.1% |
| 192 | 5 | 0.1% |
| 191 | 26 | |
| 175 | 5 | 0.1% |
| 173 | 1 | < 0.1% |
| 171 | 1 | < 0.1% |
| 153 | 2 | < 0.1% |
| 152 | 2 | < 0.1% |
| 151 | 3 | 0.1% |
Father's occupation
Real number (ℝ)
ZEROS
| Distinct | 46 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.032324 |
| Minimum | 0 |
|---|---|
| Maximum | 195 |
| Zeros | 128 |
| Zeros (%) | 2.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 9 |
| 95-th percentile | 10 |
| Maximum | 195 |
| Range | 195 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 25.26304 |
|---|---|
| Coefficient of variation (CV) | 2.2899111 |
| Kurtosis | 29.927395 |
| Mean | 11.032324 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 5.3951732 |
| Sum | 48807 |
| Variance | 638.2212 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 9 | 1010 | |
| 7 | 666 | |
| 5 | 516 | |
| 4 | 386 | 8.7% |
| 3 | 384 | 8.7% |
| 8 | 318 | 7.2% |
| 10 | 266 | 6.0% |
| 6 | 242 | 5.5% |
| 2 | 197 | 4.5% |
| 1 | 134 | 3.0% |
| Other values (36) | 305 | 6.9% |
| Value | Count | Frequency (%) |
| 0 | 128 | 2.9% |
| 1 | 134 | 3.0% |
| 2 | 197 | 4.5% |
| 3 | 384 | 8.7% |
| 4 | 386 | 8.7% |
| 5 | 516 | |
| 6 | 242 | 5.5% |
| 7 | 666 | |
| 8 | 318 | 7.2% |
| 9 | 1010 |
| Value | Count | Frequency (%) |
| 195 | 1 | < 0.1% |
| 194 | 2 | < 0.1% |
| 193 | 15 | |
| 192 | 6 | 0.1% |
| 183 | 3 | 0.1% |
| 182 | 2 | < 0.1% |
| 181 | 3 | 0.1% |
| 175 | 4 | 0.1% |
| 174 | 1 | < 0.1% |
| 172 | 2 | < 0.1% |
Admission grade
Real number (ℝ)
HIGH CORRELATION
| Distinct | 620 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 126.97812 |
| Minimum | 95 |
|---|---|
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 95 |
|---|---|
| 5-th percentile | 103.415 |
| Q1 | 117.9 |
| median | 126.1 |
| Q3 | 134.8 |
| 95-th percentile | 153.5 |
| Maximum | 190 |
| Range | 95 |
| Interquartile range (IQR) | 16.9 |
Descriptive statistics
| Standard deviation | 14.482001 |
|---|---|
| Coefficient of variation (CV) | 0.11405115 |
| Kurtosis | 0.6627246 |
| Mean | 126.97812 |
| Median Absolute Deviation (MAD) | 8.4 |
| Skewness | 0.53059986 |
| Sum | 561751.2 |
| Variance | 209.72835 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 130 | 162 | 3.7% |
| 140 | 153 | 3.5% |
| 120 | 145 | 3.3% |
| 100 | 116 | 2.6% |
| 150 | 81 | 1.8% |
| 110 | 77 | 1.7% |
| 160 | 43 | 1.0% |
| 128.2 | 39 | 0.9% |
| 123 | 26 | 0.6% |
| 128 | 26 | 0.6% |
| Other values (610) | 3556 |
| Value | Count | Frequency (%) |
| 95 | 11 | |
| 95.1 | 1 | < 0.1% |
| 95.5 | 2 | < 0.1% |
| 95.8 | 1 | < 0.1% |
| 96 | 7 | |
| 96.1 | 1 | < 0.1% |
| 96.7 | 1 | < 0.1% |
| 97 | 6 | |
| 97.2 | 1 | < 0.1% |
| 97.4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 190 | 3 | |
| 184.4 | 1 | < 0.1% |
| 184 | 1 | < 0.1% |
| 183.5 | 1 | < 0.1% |
| 180.4 | 1 | < 0.1% |
| 180 | 4 | |
| 179.6 | 1 | < 0.1% |
| 178.3 | 1 | < 0.1% |
| 178 | 1 | < 0.1% |
| 176.7 | 1 | < 0.1% |
Displaced
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4424 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2426 | |
| 0 | 1998 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2426 | |
| 0 | 1998 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2426 | |
| 0 | 1998 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4424 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2426 | |
| 0 | 1998 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4424 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2426 | |
| 0 | 1998 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4424 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2426 | |
| 0 | 1998 |
Educational special needs
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| 0 | |
|---|---|
| 1 | 51 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4424 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4373 | |
| 1 | 51 | 1.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4373 | |
| 1 | 51 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4373 | |
| 1 | 51 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4424 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4373 | |
| 1 | 51 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4424 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4373 | |
| 1 | 51 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4424 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4373 | |
| 1 | 51 | 1.2% |
Debtor
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4424 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3921 | |
| 1 | 503 | 11.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3921 | |
| 1 | 503 | 11.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3921 | |
| 1 | 503 | 11.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4424 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3921 | |
| 1 | 503 | 11.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4424 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3921 | |
| 1 | 503 | 11.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4424 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3921 | |
| 1 | 503 | 11.4% |
Tuition fees up to date
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4424 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3896 | |
| 0 | 528 | 11.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 3896 | |
| 0 | 528 | 11.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3896 | |
| 0 | 528 | 11.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4424 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 3896 | |
| 0 | 528 | 11.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4424 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 3896 | |
| 0 | 528 | 11.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4424 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 3896 | |
| 0 | 528 | 11.9% |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4424 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2868 | |
| 1 | 1556 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2868 | |
| 1 | 1556 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2868 | |
| 1 | 1556 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4424 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2868 | |
| 1 | 1556 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4424 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2868 | |
| 1 | 1556 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4424 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2868 | |
| 1 | 1556 |
Scholarship holder
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4424 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3325 | |
| 1 | 1099 | 24.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3325 | |
| 1 | 1099 | 24.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3325 | |
| 1 | 1099 | 24.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4424 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3325 | |
| 1 | 1099 | 24.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4424 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3325 | |
| 1 | 1099 | 24.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4424 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3325 | |
| 1 | 1099 | 24.8% |
Age at enrollment
Real number (ℝ)
HIGH CORRELATION
| Distinct | 46 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.265145 |
| Minimum | 17 |
|---|---|
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 19 |
| median | 20 |
| Q3 | 25 |
| 95-th percentile | 41 |
| Maximum | 70 |
| Range | 53 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 7.5878156 |
|---|---|
| Coefficient of variation (CV) | 0.32614522 |
| Kurtosis | 4.1268918 |
| Mean | 23.265145 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.0549884 |
| Sum | 102925 |
| Variance | 57.574946 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 18 | 1036 | |
| 19 | 911 | |
| 20 | 599 | |
| 21 | 322 | 7.3% |
| 22 | 174 | 3.9% |
| 24 | 131 | 3.0% |
| 23 | 108 | 2.4% |
| 26 | 94 | 2.1% |
| 25 | 93 | 2.1% |
| 27 | 91 | 2.1% |
| Other values (36) | 865 |
| Value | Count | Frequency (%) |
| 17 | 5 | 0.1% |
| 18 | 1036 | |
| 19 | 911 | |
| 20 | 599 | |
| 21 | 322 | 7.3% |
| 22 | 174 | 3.9% |
| 23 | 108 | 2.4% |
| 24 | 131 | 3.0% |
| 25 | 93 | 2.1% |
| 26 | 94 | 2.1% |
| Value | Count | Frequency (%) |
| 70 | 1 | < 0.1% |
| 62 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 60 | 2 | < 0.1% |
| 59 | 3 | |
| 58 | 3 | |
| 57 | 2 | < 0.1% |
| 55 | 5 | |
| 54 | 7 | |
| 53 | 7 |
International
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| 0 | |
|---|---|
| 1 | 110 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4424 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4314 | |
| 1 | 110 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4314 | |
| 1 | 110 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4314 | |
| 1 | 110 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4424 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4314 | |
| 1 | 110 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4424 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4314 | |
| 1 | 110 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4424 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4314 | |
| 1 | 110 | 2.5% |
Curricular units 1st sem (credited)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.70999096 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 3847 |
| Zeros (%) | 87.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 6 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.3605066 |
|---|---|
| Coefficient of variation (CV) | 3.3246995 |
| Kurtosis | 19.205727 |
| Mean | 0.70999096 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.1690488 |
| Sum | 3141 |
| Variance | 5.5719915 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 3847 | |
| 2 | 94 | 2.1% |
| 1 | 85 | 1.9% |
| 3 | 69 | 1.6% |
| 6 | 51 | 1.2% |
| 4 | 47 | 1.1% |
| 7 | 41 | 0.9% |
| 5 | 41 | 0.9% |
| 8 | 31 | 0.7% |
| 9 | 27 | 0.6% |
| Other values (11) | 91 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 3847 | |
| 1 | 85 | 1.9% |
| 2 | 94 | 2.1% |
| 3 | 69 | 1.6% |
| 4 | 47 | 1.1% |
| 5 | 41 | 0.9% |
| 6 | 51 | 1.2% |
| 7 | 41 | 0.9% |
| 8 | 31 | 0.7% |
| 9 | 27 | 0.6% |
| Value | Count | Frequency (%) |
| 20 | 2 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 4 | 0.1% |
| 17 | 3 | 0.1% |
| 16 | 3 | 0.1% |
| 15 | 5 | 0.1% |
| 14 | 15 | |
| 13 | 13 | |
| 12 | 12 | |
| 11 | 17 |
Curricular units 1st sem (enrolled)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2705696 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 180 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.4801782 |
|---|---|
| Coefficient of variation (CV) | 0.39552677 |
| Kurtosis | 8.9379154 |
| Mean | 6.2705696 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.6190409 |
| Sum | 27741 |
| Variance | 6.1512838 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 6 | 1910 | |
| 5 | 1010 | |
| 7 | 656 | 14.8% |
| 8 | 296 | 6.7% |
| 0 | 180 | 4.1% |
| 12 | 66 | 1.5% |
| 10 | 52 | 1.2% |
| 11 | 45 | 1.0% |
| 9 | 36 | 0.8% |
| 15 | 25 | 0.6% |
| Other values (13) | 148 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 180 | 4.1% |
| 1 | 7 | 0.2% |
| 2 | 9 | 0.2% |
| 3 | 10 | 0.2% |
| 4 | 21 | 0.5% |
| 5 | 1010 | |
| 6 | 1910 | |
| 7 | 656 | 14.8% |
| 8 | 296 | 6.7% |
| 9 | 36 | 0.8% |
| Value | Count | Frequency (%) |
| 26 | 1 | < 0.1% |
| 23 | 2 | < 0.1% |
| 21 | 6 | 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 19 | |
| 17 | 16 | |
| 16 | 13 | |
| 15 | 25 | |
| 14 | 22 | |
| 13 | 20 |
Curricular units 1st sem (evaluations)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.2990506 |
| Minimum | 0 |
|---|---|
| Maximum | 45 |
| Zeros | 349 |
| Zeros (%) | 7.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 15 |
| Maximum | 45 |
| Range | 45 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 4.1791056 |
|---|---|
| Coefficient of variation (CV) | 0.50356429 |
| Kurtosis | 5.4630252 |
| Mean | 8.2990506 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.9766367 |
| Sum | 36715 |
| Variance | 17.464923 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 8 | 791 | |
| 7 | 703 | |
| 6 | 598 | |
| 9 | 402 | |
| 0 | 349 | |
| 10 | 340 | |
| 11 | 239 | 5.4% |
| 12 | 223 | 5.0% |
| 5 | 220 | 5.0% |
| 13 | 140 | 3.2% |
| Other values (25) | 419 |
| Value | Count | Frequency (%) |
| 0 | 349 | |
| 1 | 6 | 0.1% |
| 2 | 8 | 0.2% |
| 3 | 6 | 0.1% |
| 4 | 19 | 0.4% |
| 5 | 220 | 5.0% |
| 6 | 598 | |
| 7 | 703 | |
| 8 | 791 | |
| 9 | 402 |
| Value | Count | Frequency (%) |
| 45 | 2 | |
| 36 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 29 | 2 | |
| 28 | 1 | < 0.1% |
| 27 | 2 | |
| 26 | 4 | |
| 25 | 3 |
Curricular units 1st sem (approved)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.7066004 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 718 |
| Zeros (%) | 16.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.094238 |
|---|---|
| Coefficient of variation (CV) | 0.65742526 |
| Kurtosis | 3.0966799 |
| Mean | 4.7066004 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7662624 |
| Sum | 20822 |
| Variance | 9.5743087 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 6 | 1171 | |
| 5 | 723 | |
| 0 | 718 | |
| 7 | 471 | |
| 4 | 433 | 9.8% |
| 3 | 269 | 6.1% |
| 2 | 160 | 3.6% |
| 1 | 127 | 2.9% |
| 8 | 108 | 2.4% |
| 11 | 49 | 1.1% |
| Other values (13) | 195 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 718 | |
| 1 | 127 | 2.9% |
| 2 | 160 | 3.6% |
| 3 | 269 | 6.1% |
| 4 | 433 | 9.8% |
| 5 | 723 | |
| 6 | 1171 | |
| 7 | 471 | |
| 8 | 108 | 2.4% |
| 9 | 40 | 0.9% |
| Value | Count | Frequency (%) |
| 26 | 1 | < 0.1% |
| 21 | 4 | 0.1% |
| 20 | 3 | 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 15 | |
| 17 | 10 | 0.2% |
| 16 | 5 | 0.1% |
| 15 | 7 | 0.2% |
| 14 | 14 | |
| 13 | 26 |
Curricular units 1st sem (grade)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 797 |
|---|---|
| Distinct (%) | 18.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.640822 |
| Minimum | 0 |
|---|---|
| Maximum | 18.875 |
| Zeros | 718 |
| Zeros (%) | 16.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 11 |
| median | 12.285714 |
| Q3 | 13.4 |
| 95-th percentile | 14.857143 |
| Maximum | 18.875 |
| Range | 18.875 |
| Interquartile range (IQR) | 2.4 |
Descriptive statistics
| Standard deviation | 4.8436634 |
|---|---|
| Coefficient of variation (CV) | 0.45519637 |
| Kurtosis | 0.90846103 |
| Mean | 10.640822 |
| Median Absolute Deviation (MAD) | 1.1571428 |
| Skewness | -1.5681456 |
| Sum | 47074.995 |
| Variance | 23.461075 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 718 | 16.2% |
| 12 | 205 | 4.6% |
| 13 | 147 | 3.3% |
| 11 | 138 | 3.1% |
| 11.5 | 89 | 2.0% |
| 14 | 85 | 1.9% |
| 12.5 | 84 | 1.9% |
| 10 | 82 | 1.9% |
| 12.66666667 | 82 | 1.9% |
| 12.33333333 | 82 | 1.9% |
| Other values (787) | 2712 |
| Value | Count | Frequency (%) |
| 0 | 718 | |
| 9.8 | 1 | < 0.1% |
| 10 | 82 | 1.9% |
| 10.16666667 | 1 | < 0.1% |
| 10.2 | 8 | 0.2% |
| 10.21428571 | 1 | < 0.1% |
| 10.25 | 7 | 0.2% |
| 10.28571429 | 1 | < 0.1% |
| 10.33333333 | 16 | 0.4% |
| 10.36842105 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 18.875 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 17.33333333 | 2 | < 0.1% |
| 17.125 | 1 | < 0.1% |
| 17.11111111 | 1 | < 0.1% |
| 17.00555556 | 1 | < 0.1% |
| 17 | 5 | |
| 16.9 | 1 | < 0.1% |
| 16.88571429 | 1 | < 0.1% |
| 16.85714286 | 1 | < 0.1% |
Curricular units 1st sem (without evaluations)
Real number (ℝ)
ZEROS
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13765823 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 4130 |
| Zeros (%) | 93.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.69088018 |
|---|---|
| Coefficient of variation (CV) | 5.0188078 |
| Kurtosis | 89.863208 |
| Mean | 0.13765823 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.2074031 |
| Sum | 609 |
| Variance | 0.47731543 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0 | 4130 | |
| 1 | 153 | 3.5% |
| 2 | 79 | 1.8% |
| 3 | 23 | 0.5% |
| 4 | 15 | 0.3% |
| 6 | 6 | 0.1% |
| 7 | 6 | 0.1% |
| 5 | 5 | 0.1% |
| 8 | 4 | 0.1% |
| 12 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4130 | |
| 1 | 153 | 3.5% |
| 2 | 79 | 1.8% |
| 3 | 23 | 0.5% |
| 4 | 15 | 0.3% |
| 5 | 5 | 0.1% |
| 6 | 6 | 0.1% |
| 7 | 6 | 0.1% |
| 8 | 4 | 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| 8 | 4 | 0.1% |
| 7 | 6 | 0.1% |
| 6 | 6 | 0.1% |
| 5 | 5 | 0.1% |
| 4 | 15 | 0.3% |
| 3 | 23 | 0.5% |
| 2 | 79 | |
| 1 | 153 |
Curricular units 2nd sem (credited)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.54181736 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 3894 |
| Zeros (%) | 88.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.9185461 |
|---|---|
| Coefficient of variation (CV) | 3.5409462 |
| Kurtosis | 24.427266 |
| Mean | 0.54181736 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.6348195 |
| Sum | 2397 |
| Variance | 3.6808193 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 0 | 3894 | |
| 1 | 107 | 2.4% |
| 2 | 92 | 2.1% |
| 4 | 78 | 1.8% |
| 5 | 68 | 1.5% |
| 3 | 49 | 1.1% |
| 6 | 26 | 0.6% |
| 11 | 20 | 0.5% |
| 7 | 16 | 0.4% |
| 9 | 15 | 0.3% |
| Other values (9) | 59 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 3894 | |
| 1 | 107 | 2.4% |
| 2 | 92 | 2.1% |
| 3 | 49 | 1.1% |
| 4 | 78 | 1.8% |
| 5 | 68 | 1.5% |
| 6 | 26 | 0.6% |
| 7 | 16 | 0.4% |
| 8 | 12 | 0.3% |
| 9 | 15 | 0.3% |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 4 | 0.1% |
| 13 | 9 | |
| 12 | 14 | |
| 11 | 20 | |
| 10 | 13 | |
| 9 | 15 |
Curricular units 2nd sem (enrolled)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2321429 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 180 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.1959508 |
|---|---|
| Coefficient of variation (CV) | 0.35235886 |
| Kurtosis | 7.13474 |
| Mean | 6.2321429 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7881135 |
| Sum | 27571 |
| Variance | 4.8221997 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 6 | 1913 | |
| 5 | 1054 | |
| 8 | 661 | 14.9% |
| 7 | 304 | 6.9% |
| 0 | 180 | 4.1% |
| 11 | 60 | 1.4% |
| 9 | 50 | 1.1% |
| 10 | 48 | 1.1% |
| 12 | 44 | 1.0% |
| 13 | 37 | 0.8% |
| Other values (12) | 73 | 1.7% |
| Value | Count | Frequency (%) |
| 0 | 180 | 4.1% |
| 1 | 3 | 0.1% |
| 2 | 5 | 0.1% |
| 3 | 3 | 0.1% |
| 4 | 17 | 0.4% |
| 5 | 1054 | |
| 6 | 1913 | |
| 7 | 304 | 6.9% |
| 8 | 661 | 14.9% |
| 9 | 50 | 1.1% |
| Value | Count | Frequency (%) |
| 23 | 2 | < 0.1% |
| 21 | 1 | < 0.1% |
| 19 | 3 | 0.1% |
| 18 | 2 | < 0.1% |
| 17 | 12 | 0.3% |
| 16 | 1 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 22 | |
| 13 | 37 | |
| 12 | 44 |
Curricular units 2nd sem (evaluations)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.0632911 |
| Minimum | 0 |
|---|---|
| Maximum | 33 |
| Zeros | 401 |
| Zeros (%) | 9.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 15 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.9479509 |
|---|---|
| Coefficient of variation (CV) | 0.48962029 |
| Kurtosis | 2.0682859 |
| Mean | 8.0632911 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.33649718 |
| Sum | 35672 |
| Variance | 15.586317 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 8 | 792 | |
| 6 | 614 | |
| 7 | 563 | |
| 9 | 456 | |
| 0 | 401 | |
| 10 | 355 | |
| 5 | 288 | 6.5% |
| 11 | 255 | 5.8% |
| 12 | 226 | 5.1% |
| 13 | 126 | 2.8% |
| Other values (20) | 348 |
| Value | Count | Frequency (%) |
| 0 | 401 | |
| 1 | 3 | 0.1% |
| 2 | 4 | 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 10 | 0.2% |
| 5 | 288 | 6.5% |
| 6 | 614 | |
| 7 | 563 | |
| 8 | 792 | |
| 9 | 456 |
| Value | Count | Frequency (%) |
| 33 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 27 | 2 | < 0.1% |
| 26 | 3 | 0.1% |
| 25 | 1 | < 0.1% |
| 24 | 3 | 0.1% |
| 23 | 4 | 0.1% |
| 22 | 10 | |
| 21 | 10 | |
| 20 | 8 |
Curricular units 2nd sem (approved)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4358047 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 870 |
| Zeros (%) | 19.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.0147639 |
|---|---|
| Coefficient of variation (CV) | 0.67964306 |
| Kurtosis | 0.84504466 |
| Mean | 4.4358047 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.30627938 |
| Sum | 19624 |
| Variance | 9.0888014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 6 | 965 | |
| 0 | 870 | |
| 5 | 726 | |
| 4 | 414 | |
| 7 | 331 | 7.5% |
| 8 | 321 | 7.3% |
| 3 | 285 | 6.4% |
| 2 | 198 | 4.5% |
| 1 | 114 | 2.6% |
| 11 | 48 | 1.1% |
| Other values (10) | 152 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 870 | |
| 1 | 114 | 2.6% |
| 2 | 198 | 4.5% |
| 3 | 285 | 6.4% |
| 4 | 414 | |
| 5 | 726 | |
| 6 | 965 | |
| 7 | 331 | 7.5% |
| 8 | 321 | 7.3% |
| 9 | 36 | 0.8% |
| Value | Count | Frequency (%) |
| 20 | 2 | < 0.1% |
| 19 | 3 | 0.1% |
| 18 | 2 | < 0.1% |
| 17 | 8 | 0.2% |
| 16 | 2 | < 0.1% |
| 14 | 6 | 0.1% |
| 13 | 21 | |
| 12 | 34 | |
| 11 | 48 | |
| 10 | 38 |
Curricular units 2nd sem (grade)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 782 |
|---|---|
| Distinct (%) | 17.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.230206 |
| Minimum | 0 |
|---|---|
| Maximum | 18.571429 |
| Zeros | 870 |
| Zeros (%) | 19.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 10.75 |
| median | 12.2 |
| Q3 | 13.333333 |
| 95-th percentile | 14.980262 |
| Maximum | 18.571429 |
| Range | 18.571429 |
| Interquartile range (IQR) | 2.5833333 |
Descriptive statistics
| Standard deviation | 5.210808 |
|---|---|
| Coefficient of variation (CV) | 0.50935515 |
| Kurtosis | 0.066567351 |
| Mean | 10.230206 |
| Median Absolute Deviation (MAD) | 1.2 |
| Skewness | -1.3136502 |
| Sum | 45258.43 |
| Variance | 27.15252 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 870 | 19.7% |
| 12 | 170 | 3.8% |
| 11 | 165 | 3.7% |
| 13 | 150 | 3.4% |
| 11.5 | 86 | 1.9% |
| 12.5 | 84 | 1.9% |
| 14 | 77 | 1.7% |
| 10 | 77 | 1.7% |
| 13.5 | 65 | 1.5% |
| 12.66666667 | 61 | 1.4% |
| Other values (772) | 2619 |
| Value | Count | Frequency (%) |
| 0 | 870 | |
| 10 | 77 | 1.7% |
| 10.16666667 | 4 | 0.1% |
| 10.2 | 4 | 0.1% |
| 10.25 | 10 | 0.2% |
| 10.33333333 | 19 | 0.4% |
| 10.375 | 1 | < 0.1% |
| 10.4 | 8 | 0.2% |
| 10.42857143 | 2 | < 0.1% |
| 10.44444444 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 18.57142857 | 1 | |
| 17.71428571 | 1 | |
| 17.69230769 | 1 | |
| 17.6 | 2 | |
| 17.5875 | 1 | |
| 17.42857143 | 1 | |
| 17.16666667 | 1 | |
| 17 | 2 | |
| 16.90909091 | 1 | |
| 16.8 | 2 |
Curricular units 2nd sem (without evaluations)
Real number (ℝ)
ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15031646 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 4142 |
| Zeros (%) | 93.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.75377407 |
|---|---|
| Coefficient of variation (CV) | 5.0145812 |
| Kurtosis | 66.811692 |
| Mean | 0.15031646 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.2677009 |
| Sum | 665 |
| Variance | 0.56817535 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 4142 | |
| 1 | 140 | 3.2% |
| 2 | 48 | 1.1% |
| 3 | 35 | 0.8% |
| 4 | 21 | 0.5% |
| 5 | 17 | 0.4% |
| 6 | 8 | 0.2% |
| 8 | 6 | 0.1% |
| 7 | 5 | 0.1% |
| 12 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4142 | |
| 1 | 140 | 3.2% |
| 2 | 48 | 1.1% |
| 3 | 35 | 0.8% |
| 4 | 21 | 0.5% |
| 5 | 17 | 0.4% |
| 6 | 8 | 0.2% |
| 7 | 5 | 0.1% |
| 8 | 6 | 0.1% |
| 12 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 2 | < 0.1% |
| 8 | 6 | 0.1% |
| 7 | 5 | 0.1% |
| 6 | 8 | 0.2% |
| 5 | 17 | 0.4% |
| 4 | 21 | 0.5% |
| 3 | 35 | 0.8% |
| 2 | 48 | 1.1% |
| 1 | 140 | 3.2% |
| 0 | 4142 |
Unemployment rate
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.566139 |
| Minimum | 7.6 |
|---|---|
| Maximum | 16.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 7.6 |
|---|---|
| 5-th percentile | 7.6 |
| Q1 | 9.4 |
| median | 11.1 |
| Q3 | 13.9 |
| 95-th percentile | 16.2 |
| Maximum | 16.2 |
| Range | 8.6 |
| Interquartile range (IQR) | 4.5 |
Descriptive statistics
| Standard deviation | 2.6638505 |
|---|---|
| Coefficient of variation (CV) | 0.23031458 |
| Kurtosis | -0.99552591 |
| Mean | 11.566139 |
| Median Absolute Deviation (MAD) | 1.7 |
| Skewness | 0.21205105 |
| Sum | 51168.6 |
| Variance | 7.0960994 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 7.6 | 571 | |
| 9.4 | 533 | |
| 10.8 | 525 | |
| 12.4 | 445 | |
| 12.7 | 419 | |
| 11.1 | 414 | |
| 15.5 | 397 | |
| 13.9 | 390 | |
| 8.9 | 368 | |
| 16.2 | 362 |
| Value | Count | Frequency (%) |
| 7.6 | 571 | |
| 8.9 | 368 | |
| 9.4 | 533 | |
| 10.8 | 525 | |
| 11.1 | 414 | |
| 12.4 | 445 | |
| 12.7 | 419 | |
| 13.9 | 390 | |
| 15.5 | 397 | |
| 16.2 | 362 |
| Value | Count | Frequency (%) |
| 16.2 | 362 | |
| 15.5 | 397 | |
| 13.9 | 390 | |
| 12.7 | 419 | |
| 12.4 | 445 | |
| 11.1 | 414 | |
| 10.8 | 525 | |
| 9.4 | 533 | |
| 8.9 | 368 | |
| 7.6 | 571 |
Inflation rate
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2280289 |
| Minimum | -0.8 |
|---|---|
| Maximum | 3.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 923 |
| Negative (%) | 20.9% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | -0.8 |
|---|---|
| 5-th percentile | -0.8 |
| Q1 | 0.3 |
| median | 1.4 |
| Q3 | 2.6 |
| 95-th percentile | 3.7 |
| Maximum | 3.7 |
| Range | 4.5 |
| Interquartile range (IQR) | 2.3 |
Descriptive statistics
| Standard deviation | 1.3827107 |
|---|---|
| Coefficient of variation (CV) | 1.1259594 |
| Kurtosis | -1.0390334 |
| Mean | 1.2280289 |
| Median Absolute Deviation (MAD) | 1.2 |
| Skewness | 0.25237535 |
| Sum | 5432.8 |
| Variance | 1.9118889 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1.4 | 893 | |
| 2.6 | 571 | |
| -0.8 | 533 | |
| 0.5 | 445 | |
| 3.7 | 419 | |
| 0.6 | 414 | |
| 2.8 | 397 | |
| -0.3 | 390 | |
| 0.3 | 362 |
| Value | Count | Frequency (%) |
| -0.8 | 533 | |
| -0.3 | 390 | |
| 0.3 | 362 | |
| 0.5 | 445 | |
| 0.6 | 414 | |
| 1.4 | 893 | |
| 2.6 | 571 | |
| 2.8 | 397 | |
| 3.7 | 419 |
| Value | Count | Frequency (%) |
| 3.7 | 419 | |
| 2.8 | 397 | |
| 2.6 | 571 | |
| 1.4 | 893 | |
| 0.6 | 414 | |
| 0.5 | 445 | |
| 0.3 | 362 | |
| -0.3 | 390 | |
| -0.8 | 533 |
GDP
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0019688065 |
| Minimum | -4.06 |
|---|---|
| Maximum | 3.51 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1711 |
| Negative (%) | 38.7% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | -4.06 |
|---|---|
| 5-th percentile | -4.06 |
| Q1 | -1.7 |
| median | 0.32 |
| Q3 | 1.79 |
| 95-th percentile | 3.51 |
| Maximum | 3.51 |
| Range | 7.57 |
| Interquartile range (IQR) | 3.49 |
Descriptive statistics
| Standard deviation | 2.2699354 |
|---|---|
| Coefficient of variation (CV) | 1152.95 |
| Kurtosis | -1.0016532 |
| Mean | 0.0019688065 |
| Median Absolute Deviation (MAD) | 1.47 |
| Skewness | -0.39406821 |
| Sum | 8.71 |
| Variance | 5.1526069 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.32 | 571 | |
| -3.12 | 533 | |
| 1.74 | 525 | |
| 1.79 | 445 | |
| -1.7 | 419 | |
| 2.02 | 414 | |
| -4.06 | 397 | |
| 0.79 | 390 | |
| 3.51 | 368 | |
| -0.92 | 362 |
| Value | Count | Frequency (%) |
| -4.06 | 397 | |
| -3.12 | 533 | |
| -1.7 | 419 | |
| -0.92 | 362 | |
| 0.32 | 571 | |
| 0.79 | 390 | |
| 1.74 | 525 | |
| 1.79 | 445 | |
| 2.02 | 414 | |
| 3.51 | 368 |
| Value | Count | Frequency (%) |
| 3.51 | 368 | |
| 2.02 | 414 | |
| 1.79 | 445 | |
| 1.74 | 525 | |
| 0.79 | 390 | |
| 0.32 | 571 | |
| -0.92 | 362 | |
| -1.7 | 419 | |
| -3.12 | 533 | |
| -4.06 | 397 |
Target
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| Graduate | |
|---|---|
| Dropout | |
| Enrolled |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.6787975 |
| Min length | 7 |
Characters and Unicode
| Total characters | 33971 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Dropout |
|---|---|
| 2nd row | Graduate |
| 3rd row | Dropout |
| 4th row | Graduate |
| 5th row | Graduate |
Common Values
| Value | Count | Frequency (%) |
| Graduate | 2209 | |
| Dropout | 1421 | |
| Enrolled | 794 | 17.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduate | 2209 | |
| dropout | 1421 | |
| enrolled | 794 | 17.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 4424 | |
| a | 4418 | |
| o | 3636 | |
| u | 3630 | |
| t | 3630 | |
| d | 3003 | |
| e | 3003 | |
| G | 2209 | |
| l | 1588 | 4.7% |
| D | 1421 | 4.2% |
| Other values (3) | 3009 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 29547 | |
| Uppercase Letter | 4424 | 13.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 4424 | |
| a | 4418 | |
| o | 3636 | |
| u | 3630 | |
| t | 3630 | |
| d | 3003 | |
| e | 3003 | |
| l | 1588 | 5.4% |
| p | 1421 | 4.8% |
| n | 794 | 2.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 2209 | |
| D | 1421 | |
| E | 794 | 17.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 33971 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 4424 | |
| a | 4418 | |
| o | 3636 | |
| u | 3630 | |
| t | 3630 | |
| d | 3003 | |
| e | 3003 | |
| G | 2209 | |
| l | 1588 | 4.7% |
| D | 1421 | 4.2% |
| Other values (3) | 3009 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 33971 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 4424 | |
| a | 4418 | |
| o | 3636 | |
| u | 3630 | |
| t | 3630 | |
| d | 3003 | |
| e | 3003 | |
| G | 2209 | |
| l | 1588 | 4.7% |
| D | 1421 | 4.2% |
| Other values (3) | 3009 |
| Marital Status | Application mode | Application order | Course | Previous qualification | Previous qualification (grade) | Nacionality | Mother's qualification | Father's qualification | Mother's occupation | Father's occupation | Admission grade | Age at enrollment | Curricular units 1st sem (credited) | Curricular units 1st sem (enrolled) | Curricular units 1st sem (evaluations) | Curricular units 1st sem (approved) | Curricular units 1st sem (grade) | Curricular units 1st sem (without evaluations) | Curricular units 2nd sem (credited) | Curricular units 2nd sem (enrolled) | Curricular units 2nd sem (evaluations) | Curricular units 2nd sem (approved) | Curricular units 2nd sem (grade) | Curricular units 2nd sem (without evaluations) | Unemployment rate | Inflation rate | GDP | Daytime/evening attendance | Displaced | Educational special needs | Debtor | Tuition fees up to date | Gender | Scholarship holder | International | Target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Marital Status | 1.000 | 0.270 | -0.174 | 0.032 | 0.189 | -0.022 | -0.030 | 0.193 | 0.122 | 0.121 | 0.058 | 0.001 | 0.483 | 0.102 | -0.001 | 0.059 | -0.061 | -0.085 | 0.043 | 0.102 | -0.020 | 0.009 | -0.059 | -0.086 | 0.056 | -0.038 | -0.000 | -0.068 | 0.366 | 0.275 | 0.000 | 0.030 | 0.093 | 0.044 | 0.104 | 0.000 | 0.078 |
| Application mode | 0.270 | 1.000 | -0.285 | -0.087 | 0.424 | -0.029 | 0.003 | 0.069 | 0.046 | 0.031 | -0.017 | -0.024 | 0.543 | 0.351 | 0.066 | 0.199 | -0.080 | -0.155 | 0.029 | 0.344 | 0.046 | 0.150 | -0.104 | -0.140 | 0.051 | 0.091 | -0.026 | -0.021 | 0.395 | 0.397 | 0.014 | 0.145 | 0.195 | 0.174 | 0.213 | 0.067 | 0.216 |
| Application order | -0.174 | -0.285 | 1.000 | 0.133 | -0.253 | -0.071 | -0.020 | -0.058 | -0.049 | -0.044 | -0.023 | -0.114 | -0.366 | -0.202 | 0.056 | -0.096 | 0.090 | 0.074 | -0.041 | -0.201 | 0.075 | -0.053 | 0.106 | 0.065 | -0.030 | -0.104 | -0.011 | 0.030 | 0.185 | 0.382 | 0.000 | 0.090 | 0.073 | 0.108 | 0.089 | 0.000 | 0.079 |
| Course | 0.032 | -0.087 | 0.133 | 1.000 | -0.145 | -0.056 | -0.004 | 0.053 | 0.036 | 0.037 | 0.023 | -0.077 | -0.073 | -0.169 | 0.179 | 0.001 | 0.143 | 0.119 | -0.109 | -0.165 | 0.188 | 0.018 | 0.157 | 0.146 | -0.032 | -0.036 | 0.026 | -0.025 | 0.647 | 0.186 | 0.025 | 0.017 | 0.000 | 0.119 | 0.018 | 0.024 | 0.039 |
| Previous qualification | 0.189 | 0.424 | -0.253 | -0.145 | 1.000 | 0.068 | -0.041 | 0.026 | 0.015 | -0.010 | -0.003 | 0.138 | 0.389 | 0.319 | 0.072 | 0.115 | -0.039 | -0.033 | 0.022 | 0.314 | 0.055 | 0.072 | -0.052 | -0.044 | 0.033 | 0.082 | -0.042 | 0.028 | 0.148 | 0.169 | 0.000 | 0.143 | 0.123 | 0.108 | 0.081 | 0.000 | 0.111 |
| Previous qualification (grade) | -0.022 | -0.029 | -0.071 | -0.056 | 0.068 | 1.000 | 0.042 | -0.038 | -0.009 | -0.029 | -0.033 | 0.585 | -0.145 | 0.010 | 0.035 | -0.069 | 0.093 | 0.182 | 0.003 | -0.001 | 0.036 | -0.061 | 0.082 | 0.153 | -0.016 | 0.048 | 0.019 | -0.072 | 0.125 | 0.094 | 0.000 | 0.063 | 0.079 | 0.031 | 0.064 | 0.099 | 0.097 |
| Nacionality | -0.030 | 0.003 | -0.020 | -0.004 | -0.041 | 0.042 | 1.000 | -0.035 | -0.085 | 0.032 | 0.017 | 0.017 | 0.020 | 0.023 | 0.005 | 0.006 | 0.001 | 0.011 | 0.010 | 0.019 | -0.008 | -0.016 | -0.016 | -0.003 | -0.018 | -0.011 | -0.003 | 0.054 | 0.000 | 0.000 | 0.000 | 0.080 | 0.047 | 0.013 | 0.010 | 0.912 | 0.016 |
| Mother's qualification | 0.193 | 0.069 | -0.058 | 0.053 | 0.026 | -0.038 | -0.035 | 1.000 | 0.434 | 0.352 | 0.163 | -0.033 | 0.172 | -0.001 | 0.017 | 0.038 | -0.018 | -0.051 | -0.006 | 0.006 | 0.004 | 0.013 | -0.009 | -0.041 | 0.032 | -0.087 | 0.042 | -0.089 | 0.230 | 0.105 | 0.009 | 0.032 | 0.054 | 0.074 | 0.116 | 0.074 | 0.125 |
| Father's qualification | 0.122 | 0.046 | -0.049 | 0.036 | 0.015 | -0.009 | -0.085 | 0.434 | 1.000 | 0.252 | 0.244 | -0.023 | 0.086 | -0.007 | -0.000 | 0.035 | 0.002 | -0.023 | -0.003 | 0.003 | -0.003 | 0.006 | 0.015 | -0.017 | -0.001 | -0.048 | 0.040 | -0.062 | 0.194 | 0.073 | 0.000 | 0.000 | 0.041 | 0.083 | 0.146 | 0.088 | 0.108 |
| Mother's occupation | 0.121 | 0.031 | -0.044 | 0.037 | -0.010 | -0.029 | 0.032 | 0.352 | 0.252 | 1.000 | 0.479 | -0.024 | 0.106 | -0.017 | 0.004 | -0.006 | 0.000 | -0.026 | -0.014 | -0.015 | 0.002 | -0.013 | 0.022 | -0.002 | 0.008 | 0.002 | 0.041 | 0.029 | 0.058 | 0.065 | 0.012 | 0.098 | 0.093 | 0.008 | 0.053 | 0.040 | 0.118 |
| Father's occupation | 0.058 | -0.017 | -0.023 | 0.023 | -0.003 | -0.033 | 0.017 | 0.163 | 0.244 | 0.479 | 1.000 | -0.039 | 0.038 | -0.027 | 0.004 | -0.033 | 0.014 | -0.005 | -0.042 | -0.015 | 0.005 | -0.023 | 0.029 | 0.012 | -0.054 | 0.002 | 0.045 | 0.054 | 0.055 | 0.080 | 0.033 | 0.103 | 0.053 | 0.000 | 0.046 | 0.056 | 0.108 |
| Admission grade | 0.001 | -0.024 | -0.114 | -0.077 | 0.138 | 0.585 | 0.017 | -0.033 | -0.023 | -0.024 | -0.039 | 1.000 | -0.102 | 0.075 | -0.006 | -0.095 | 0.100 | 0.209 | -0.000 | 0.075 | 0.001 | -0.061 | 0.099 | 0.189 | -0.024 | 0.027 | -0.018 | -0.040 | 0.104 | 0.136 | 0.000 | 0.068 | 0.068 | 0.032 | 0.090 | 0.141 | 0.106 |
| Age at enrollment | 0.483 | 0.543 | -0.366 | -0.073 | 0.389 | -0.145 | 0.020 | 0.172 | 0.086 | 0.106 | 0.038 | -0.102 | 1.000 | 0.299 | 0.001 | 0.171 | -0.166 | -0.210 | 0.061 | 0.301 | -0.031 | 0.083 | -0.188 | -0.213 | 0.094 | 0.019 | 0.018 | -0.057 | 0.489 | 0.389 | 0.000 | 0.133 | 0.209 | 0.162 | 0.212 | 0.000 | 0.219 |
| Curricular units 1st sem (credited) | 0.102 | 0.351 | -0.202 | -0.169 | 0.319 | 0.010 | 0.023 | -0.001 | -0.007 | -0.017 | -0.027 | 0.075 | 0.299 | 1.000 | 0.423 | 0.366 | 0.362 | 0.101 | 0.100 | 0.914 | 0.376 | 0.331 | 0.289 | 0.093 | 0.064 | 0.024 | -0.002 | 0.022 | 0.171 | 0.107 | 0.000 | 0.057 | 0.000 | 0.027 | 0.086 | 0.000 | 0.045 |
| Curricular units 1st sem (enrolled) | -0.001 | 0.066 | 0.056 | 0.179 | 0.072 | 0.035 | 0.005 | 0.017 | -0.000 | 0.004 | 0.004 | -0.006 | 0.001 | 0.423 | 1.000 | 0.420 | 0.707 | 0.363 | -0.019 | 0.440 | 0.962 | 0.431 | 0.653 | 0.351 | -0.021 | 0.108 | 0.017 | 0.018 | 0.219 | 0.150 | 0.043 | 0.047 | 0.083 | 0.213 | 0.156 | 0.000 | 0.173 |
| Curricular units 1st sem (evaluations) | 0.059 | 0.199 | -0.096 | 0.001 | 0.115 | -0.069 | 0.006 | 0.038 | 0.035 | -0.006 | -0.033 | -0.095 | 0.171 | 0.366 | 0.420 | 1.000 | 0.262 | 0.112 | 0.202 | 0.369 | 0.386 | 0.694 | 0.252 | 0.090 | 0.153 | 0.067 | -0.040 | -0.097 | 0.063 | 0.098 | 0.000 | 0.061 | 0.103 | 0.079 | 0.187 | 0.056 | 0.258 |
| Curricular units 1st sem (approved) | -0.061 | -0.080 | 0.090 | 0.143 | -0.039 | 0.093 | 0.001 | -0.018 | 0.002 | 0.000 | 0.014 | 0.100 | -0.166 | 0.362 | 0.707 | 0.262 | 1.000 | 0.640 | -0.069 | 0.367 | 0.699 | 0.364 | 0.892 | 0.663 | -0.073 | 0.074 | -0.002 | 0.059 | 0.173 | 0.129 | 0.000 | 0.145 | 0.280 | 0.237 | 0.264 | 0.000 | 0.455 |
| Curricular units 1st sem (grade) | -0.085 | -0.155 | 0.074 | 0.119 | -0.033 | 0.182 | 0.011 | -0.051 | -0.023 | -0.026 | -0.005 | 0.209 | -0.210 | 0.101 | 0.363 | 0.112 | 0.640 | 1.000 | -0.017 | 0.097 | 0.368 | 0.182 | 0.629 | 0.762 | -0.047 | 0.045 | -0.037 | 0.092 | 0.138 | 0.087 | 0.000 | 0.106 | 0.248 | 0.193 | 0.181 | 0.000 | 0.383 |
| Curricular units 1st sem (without evaluations) | 0.043 | 0.029 | -0.041 | -0.109 | 0.022 | 0.003 | 0.010 | -0.006 | -0.003 | -0.014 | -0.042 | -0.000 | 0.061 | 0.100 | -0.019 | 0.202 | -0.069 | -0.017 | 1.000 | 0.059 | -0.032 | 0.096 | -0.055 | -0.041 | 0.384 | -0.067 | -0.068 | -0.184 | 0.019 | 0.000 | 0.000 | 0.031 | 0.078 | 0.000 | 0.057 | 0.057 | 0.062 |
| Curricular units 2nd sem (credited) | 0.102 | 0.344 | -0.201 | -0.165 | 0.314 | -0.001 | 0.019 | 0.006 | 0.003 | -0.015 | -0.015 | 0.075 | 0.301 | 0.914 | 0.440 | 0.369 | 0.367 | 0.097 | 0.059 | 1.000 | 0.414 | 0.342 | 0.319 | 0.103 | 0.082 | 0.012 | -0.001 | 0.024 | 0.182 | 0.128 | 0.000 | 0.054 | 0.000 | 0.028 | 0.075 | 0.000 | 0.042 |
| Curricular units 2nd sem (enrolled) | -0.020 | 0.046 | 0.075 | 0.188 | 0.055 | 0.036 | -0.008 | 0.004 | -0.003 | 0.002 | 0.005 | 0.001 | -0.031 | 0.376 | 0.962 | 0.386 | 0.699 | 0.368 | -0.032 | 0.414 | 1.000 | 0.440 | 0.674 | 0.364 | -0.027 | 0.139 | 0.009 | 0.019 | 0.187 | 0.138 | 0.000 | 0.075 | 0.124 | 0.162 | 0.113 | 0.030 | 0.139 |
| Curricular units 2nd sem (evaluations) | 0.009 | 0.150 | -0.053 | 0.018 | 0.072 | -0.061 | -0.016 | 0.013 | 0.006 | -0.013 | -0.023 | -0.061 | 0.083 | 0.331 | 0.431 | 0.694 | 0.364 | 0.182 | 0.096 | 0.342 | 0.440 | 1.000 | 0.303 | 0.172 | 0.159 | 0.061 | -0.024 | -0.004 | 0.108 | 0.068 | 0.029 | 0.059 | 0.124 | 0.109 | 0.166 | 0.011 | 0.274 |
| Curricular units 2nd sem (approved) | -0.059 | -0.104 | 0.106 | 0.157 | -0.052 | 0.082 | -0.016 | -0.009 | 0.015 | 0.022 | 0.029 | 0.099 | -0.188 | 0.289 | 0.653 | 0.252 | 0.892 | 0.629 | -0.055 | 0.319 | 0.674 | 0.303 | 1.000 | 0.694 | -0.064 | 0.070 | -0.015 | 0.048 | 0.101 | 0.116 | 0.000 | 0.180 | 0.313 | 0.262 | 0.273 | 0.025 | 0.516 |
| Curricular units 2nd sem (grade) | -0.086 | -0.140 | 0.065 | 0.146 | -0.044 | 0.153 | -0.003 | -0.041 | -0.017 | -0.002 | 0.012 | 0.189 | -0.213 | 0.093 | 0.351 | 0.090 | 0.663 | 0.762 | -0.041 | 0.103 | 0.364 | 0.172 | 0.694 | 1.000 | -0.052 | 0.042 | -0.043 | 0.105 | 0.085 | 0.067 | 0.000 | 0.150 | 0.296 | 0.201 | 0.195 | 0.000 | 0.452 |
| Curricular units 2nd sem (without evaluations) | 0.056 | 0.051 | -0.030 | -0.032 | 0.033 | -0.016 | -0.018 | 0.032 | -0.001 | 0.008 | -0.054 | -0.024 | 0.094 | 0.064 | -0.021 | 0.153 | -0.073 | -0.047 | 0.384 | 0.082 | -0.027 | 0.159 | -0.064 | -0.052 | 1.000 | -0.053 | -0.027 | -0.111 | 0.000 | 0.036 | 0.000 | 0.063 | 0.071 | 0.055 | 0.040 | 0.000 | 0.066 |
| Unemployment rate | -0.038 | 0.091 | -0.104 | -0.036 | 0.082 | 0.048 | -0.011 | -0.087 | -0.048 | 0.002 | 0.002 | 0.027 | 0.019 | 0.024 | 0.108 | 0.067 | 0.074 | 0.045 | -0.067 | 0.012 | 0.139 | 0.061 | 0.070 | 0.042 | -0.053 | 1.000 | -0.055 | -0.288 | 0.093 | 0.138 | 0.048 | 0.135 | 0.091 | 0.076 | 0.130 | 0.069 | 0.053 |
| Inflation rate | -0.000 | -0.026 | -0.011 | 0.026 | -0.042 | 0.019 | -0.003 | 0.042 | 0.040 | 0.041 | 0.045 | -0.018 | 0.018 | -0.002 | 0.017 | -0.040 | -0.002 | -0.037 | -0.068 | -0.001 | 0.009 | -0.024 | -0.015 | -0.043 | -0.027 | -0.055 | 1.000 | -0.102 | 0.073 | 0.058 | 0.042 | 0.086 | 0.086 | 0.068 | 0.098 | 0.030 | 0.036 |
| GDP | -0.068 | -0.021 | 0.030 | -0.025 | 0.028 | -0.072 | 0.054 | -0.089 | -0.062 | 0.029 | 0.054 | -0.040 | -0.057 | 0.022 | 0.018 | -0.097 | 0.059 | 0.092 | -0.184 | 0.024 | 0.019 | -0.004 | 0.048 | 0.105 | -0.111 | -0.288 | -0.102 | 1.000 | 0.093 | 0.140 | 0.057 | 0.138 | 0.079 | 0.081 | 0.129 | 0.065 | 0.052 |
| Daytime/evening attendance | 0.366 | 0.395 | 0.185 | 0.647 | 0.148 | 0.125 | 0.000 | 0.230 | 0.194 | 0.058 | 0.055 | 0.104 | 0.489 | 0.171 | 0.219 | 0.063 | 0.173 | 0.138 | 0.019 | 0.182 | 0.187 | 0.108 | 0.101 | 0.085 | 0.000 | 0.093 | 0.073 | 0.093 | 1.000 | 0.251 | 0.023 | 0.000 | 0.035 | 0.000 | 0.092 | 0.021 | 0.078 |
| Displaced | 0.275 | 0.397 | 0.382 | 0.186 | 0.169 | 0.094 | 0.000 | 0.105 | 0.073 | 0.065 | 0.080 | 0.136 | 0.389 | 0.107 | 0.150 | 0.098 | 0.129 | 0.087 | 0.000 | 0.128 | 0.138 | 0.068 | 0.116 | 0.067 | 0.036 | 0.138 | 0.058 | 0.140 | 0.251 | 1.000 | 0.000 | 0.088 | 0.094 | 0.124 | 0.071 | 0.000 | 0.112 |
| Educational special needs | 0.000 | 0.014 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.012 | 0.033 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.048 | 0.042 | 0.057 | 0.023 | 0.000 | 1.000 | 0.000 | 0.000 | 0.003 | 0.011 | 0.000 | 0.000 |
| Debtor | 0.030 | 0.145 | 0.090 | 0.017 | 0.143 | 0.063 | 0.080 | 0.032 | 0.000 | 0.098 | 0.103 | 0.068 | 0.133 | 0.057 | 0.047 | 0.061 | 0.145 | 0.106 | 0.031 | 0.054 | 0.075 | 0.059 | 0.180 | 0.150 | 0.063 | 0.135 | 0.086 | 0.138 | 0.000 | 0.088 | 0.000 | 1.000 | 0.407 | 0.051 | 0.065 | 0.072 | 0.241 |
| Tuition fees up to date | 0.093 | 0.195 | 0.073 | 0.000 | 0.123 | 0.079 | 0.047 | 0.054 | 0.041 | 0.093 | 0.053 | 0.068 | 0.209 | 0.000 | 0.083 | 0.103 | 0.280 | 0.248 | 0.078 | 0.000 | 0.124 | 0.124 | 0.313 | 0.296 | 0.071 | 0.091 | 0.086 | 0.079 | 0.035 | 0.094 | 0.000 | 0.407 | 1.000 | 0.102 | 0.136 | 0.039 | 0.431 |
| Gender | 0.044 | 0.174 | 0.108 | 0.119 | 0.108 | 0.031 | 0.013 | 0.074 | 0.083 | 0.008 | 0.000 | 0.032 | 0.162 | 0.027 | 0.213 | 0.079 | 0.237 | 0.193 | 0.000 | 0.028 | 0.162 | 0.109 | 0.262 | 0.201 | 0.055 | 0.076 | 0.068 | 0.081 | 0.000 | 0.124 | 0.003 | 0.051 | 0.102 | 1.000 | 0.168 | 0.020 | 0.229 |
| Scholarship holder | 0.104 | 0.213 | 0.089 | 0.018 | 0.081 | 0.064 | 0.010 | 0.116 | 0.146 | 0.053 | 0.046 | 0.090 | 0.212 | 0.086 | 0.156 | 0.187 | 0.264 | 0.181 | 0.057 | 0.075 | 0.113 | 0.166 | 0.273 | 0.195 | 0.040 | 0.130 | 0.098 | 0.129 | 0.092 | 0.071 | 0.011 | 0.065 | 0.136 | 0.168 | 1.000 | 0.022 | 0.304 |
| International | 0.000 | 0.067 | 0.000 | 0.024 | 0.000 | 0.099 | 0.912 | 0.074 | 0.088 | 0.040 | 0.056 | 0.141 | 0.000 | 0.000 | 0.000 | 0.056 | 0.000 | 0.000 | 0.057 | 0.000 | 0.030 | 0.011 | 0.025 | 0.000 | 0.000 | 0.069 | 0.030 | 0.065 | 0.021 | 0.000 | 0.000 | 0.072 | 0.039 | 0.020 | 0.022 | 1.000 | 0.000 |
| Target | 0.078 | 0.216 | 0.079 | 0.039 | 0.111 | 0.097 | 0.016 | 0.125 | 0.108 | 0.118 | 0.108 | 0.106 | 0.219 | 0.045 | 0.173 | 0.258 | 0.455 | 0.383 | 0.062 | 0.042 | 0.139 | 0.274 | 0.516 | 0.452 | 0.066 | 0.053 | 0.036 | 0.052 | 0.078 | 0.112 | 0.000 | 0.241 | 0.431 | 0.229 | 0.304 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Marital Status | Application mode | Application order | Course | Daytime/evening attendance | Previous qualification | Previous qualification (grade) | Nacionality | Mother's qualification | Father's qualification | Mother's occupation | Father's occupation | Admission grade | Displaced | Educational special needs | Debtor | Tuition fees up to date | Gender | Scholarship holder | Age at enrollment | International | Curricular units 1st sem (credited) | Curricular units 1st sem (enrolled) | Curricular units 1st sem (evaluations) | Curricular units 1st sem (approved) | Curricular units 1st sem (grade) | Curricular units 1st sem (without evaluations) | Curricular units 2nd sem (credited) | Curricular units 2nd sem (enrolled) | Curricular units 2nd sem (evaluations) | Curricular units 2nd sem (approved) | Curricular units 2nd sem (grade) | Curricular units 2nd sem (without evaluations) | Unemployment rate | Inflation rate | GDP | Target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 17 | 5 | 171 | 1 | 1 | 122.0 | 1 | 19 | 12 | 5 | 9 | 127.3 | 1 | 0 | 0 | 1 | 1 | 0 | 20 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0 | 10.8 | 1.4 | 1.74 | Dropout |
| 1 | 1 | 15 | 1 | 9254 | 1 | 1 | 160.0 | 1 | 1 | 3 | 3 | 3 | 142.5 | 1 | 0 | 0 | 0 | 1 | 0 | 19 | 0 | 0 | 6 | 6 | 6 | 14.000000 | 0 | 0 | 6 | 6 | 6 | 13.666667 | 0 | 13.9 | -0.3 | 0.79 | Graduate |
| 2 | 1 | 1 | 5 | 9070 | 1 | 1 | 122.0 | 1 | 37 | 37 | 9 | 9 | 124.8 | 1 | 0 | 0 | 0 | 1 | 0 | 19 | 0 | 0 | 6 | 0 | 0 | 0.000000 | 0 | 0 | 6 | 0 | 0 | 0.000000 | 0 | 10.8 | 1.4 | 1.74 | Dropout |
| 3 | 1 | 17 | 2 | 9773 | 1 | 1 | 122.0 | 1 | 38 | 37 | 5 | 3 | 119.6 | 1 | 0 | 0 | 1 | 0 | 0 | 20 | 0 | 0 | 6 | 8 | 6 | 13.428571 | 0 | 0 | 6 | 10 | 5 | 12.400000 | 0 | 9.4 | -0.8 | -3.12 | Graduate |
| 4 | 2 | 39 | 1 | 8014 | 0 | 1 | 100.0 | 1 | 37 | 38 | 9 | 9 | 141.5 | 0 | 0 | 0 | 1 | 0 | 0 | 45 | 0 | 0 | 6 | 9 | 5 | 12.333333 | 0 | 0 | 6 | 6 | 6 | 13.000000 | 0 | 13.9 | -0.3 | 0.79 | Graduate |
| 5 | 2 | 39 | 1 | 9991 | 0 | 19 | 133.1 | 1 | 37 | 37 | 9 | 7 | 114.8 | 0 | 0 | 1 | 1 | 1 | 0 | 50 | 0 | 0 | 5 | 10 | 5 | 11.857143 | 0 | 0 | 5 | 17 | 5 | 11.500000 | 5 | 16.2 | 0.3 | -0.92 | Graduate |
| 6 | 1 | 1 | 1 | 9500 | 1 | 1 | 142.0 | 1 | 19 | 38 | 7 | 10 | 128.4 | 1 | 0 | 0 | 1 | 0 | 1 | 18 | 0 | 0 | 7 | 9 | 7 | 13.300000 | 0 | 0 | 8 | 8 | 8 | 14.345000 | 0 | 15.5 | 2.8 | -4.06 | Graduate |
| 7 | 1 | 18 | 4 | 9254 | 1 | 1 | 119.0 | 1 | 37 | 37 | 9 | 9 | 113.1 | 1 | 0 | 0 | 0 | 1 | 0 | 22 | 0 | 0 | 5 | 5 | 0 | 0.000000 | 0 | 0 | 5 | 5 | 0 | 0.000000 | 0 | 15.5 | 2.8 | -4.06 | Dropout |
| 8 | 1 | 1 | 3 | 9238 | 1 | 1 | 137.0 | 62 | 1 | 1 | 9 | 9 | 129.3 | 0 | 0 | 0 | 1 | 0 | 1 | 21 | 1 | 0 | 6 | 8 | 6 | 13.875000 | 0 | 0 | 6 | 7 | 6 | 14.142857 | 0 | 16.2 | 0.3 | -0.92 | Graduate |
| 9 | 1 | 1 | 1 | 9238 | 1 | 1 | 138.0 | 1 | 1 | 19 | 4 | 7 | 123.0 | 1 | 0 | 1 | 0 | 0 | 0 | 18 | 0 | 0 | 6 | 9 | 5 | 11.400000 | 0 | 0 | 6 | 14 | 2 | 13.500000 | 0 | 8.9 | 1.4 | 3.51 | Dropout |
| Marital Status | Application mode | Application order | Course | Daytime/evening attendance | Previous qualification | Previous qualification (grade) | Nacionality | Mother's qualification | Father's qualification | Mother's occupation | Father's occupation | Admission grade | Displaced | Educational special needs | Debtor | Tuition fees up to date | Gender | Scholarship holder | Age at enrollment | International | Curricular units 1st sem (credited) | Curricular units 1st sem (enrolled) | Curricular units 1st sem (evaluations) | Curricular units 1st sem (approved) | Curricular units 1st sem (grade) | Curricular units 1st sem (without evaluations) | Curricular units 2nd sem (credited) | Curricular units 2nd sem (enrolled) | Curricular units 2nd sem (evaluations) | Curricular units 2nd sem (approved) | Curricular units 2nd sem (grade) | Curricular units 2nd sem (without evaluations) | Unemployment rate | Inflation rate | GDP | Target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4414 | 1 | 1 | 1 | 9130 | 1 | 1 | 137.0 | 1 | 3 | 38 | 3 | 5 | 129.3 | 1 | 0 | 0 | 1 | 0 | 0 | 18 | 0 | 0 | 5 | 6 | 5 | 11.800000 | 1 | 0 | 5 | 8 | 5 | 11.600000 | 0 | 9.4 | -0.8 | -3.12 | Graduate |
| 4415 | 4 | 39 | 1 | 9500 | 1 | 19 | 133.1 | 1 | 37 | 37 | 6 | 6 | 117.8 | 0 | 0 | 1 | 0 | 0 | 0 | 46 | 0 | 0 | 7 | 14 | 3 | 12.333333 | 0 | 0 | 7 | 12 | 3 | 11.083333 | 0 | 11.1 | 0.6 | 2.02 | Dropout |
| 4416 | 1 | 43 | 2 | 9500 | 1 | 1 | 136.0 | 1 | 38 | 38 | 9 | 5 | 131.3 | 0 | 0 | 0 | 1 | 0 | 0 | 23 | 0 | 11 | 14 | 15 | 12 | 12.625000 | 1 | 11 | 14 | 15 | 12 | 12.625000 | 1 | 7.6 | 2.6 | 0.32 | Graduate |
| 4417 | 1 | 1 | 1 | 9070 | 1 | 1 | 132.0 | 1 | 1 | 1 | 9 | 9 | 133.8 | 1 | 0 | 0 | 1 | 0 | 1 | 20 | 0 | 0 | 6 | 6 | 6 | 13.833333 | 0 | 0 | 6 | 6 | 6 | 13.500000 | 0 | 16.2 | 0.3 | -0.92 | Graduate |
| 4418 | 1 | 44 | 1 | 9070 | 1 | 39 | 120.0 | 1 | 3 | 38 | 3 | 9 | 120.0 | 0 | 0 | 0 | 1 | 1 | 0 | 20 | 0 | 2 | 7 | 7 | 6 | 12.500000 | 0 | 5 | 9 | 10 | 7 | 13.142857 | 1 | 16.2 | 0.3 | -0.92 | Graduate |
| 4419 | 1 | 1 | 6 | 9773 | 1 | 1 | 125.0 | 1 | 1 | 1 | 5 | 4 | 122.2 | 0 | 0 | 0 | 1 | 1 | 0 | 19 | 0 | 0 | 6 | 7 | 5 | 13.600000 | 0 | 0 | 6 | 8 | 5 | 12.666667 | 0 | 15.5 | 2.8 | -4.06 | Graduate |
| 4420 | 1 | 1 | 2 | 9773 | 1 | 1 | 120.0 | 105 | 1 | 1 | 9 | 9 | 119.0 | 1 | 0 | 1 | 0 | 0 | 0 | 18 | 1 | 0 | 6 | 6 | 6 | 12.000000 | 0 | 0 | 6 | 6 | 2 | 11.000000 | 0 | 11.1 | 0.6 | 2.02 | Dropout |
| 4421 | 1 | 1 | 1 | 9500 | 1 | 1 | 154.0 | 1 | 37 | 37 | 9 | 9 | 149.5 | 1 | 0 | 0 | 1 | 0 | 1 | 30 | 0 | 0 | 7 | 8 | 7 | 14.912500 | 0 | 0 | 8 | 9 | 1 | 13.500000 | 0 | 13.9 | -0.3 | 0.79 | Dropout |
| 4422 | 1 | 1 | 1 | 9147 | 1 | 1 | 180.0 | 1 | 37 | 37 | 7 | 4 | 153.8 | 1 | 0 | 0 | 1 | 0 | 1 | 20 | 0 | 0 | 5 | 5 | 5 | 13.800000 | 0 | 0 | 5 | 6 | 5 | 12.000000 | 0 | 9.4 | -0.8 | -3.12 | Graduate |
| 4423 | 1 | 10 | 1 | 9773 | 1 | 1 | 152.0 | 22 | 38 | 37 | 5 | 9 | 152.0 | 1 | 0 | 0 | 1 | 0 | 0 | 22 | 1 | 0 | 6 | 8 | 6 | 11.666667 | 0 | 0 | 6 | 6 | 6 | 13.000000 | 0 | 12.7 | 3.7 | -1.70 | Graduate |